The smartest way is to just have an /images/ directory that's further broken down into images/buttons, images/avatars, images/icons, or anything else that makes managing, organizing, and keeping track of them easiest for you.

But if you're getting a lot of hits and the server is being worked to display all of these pictures (many http requests), you might want to look into a CDN (or just host them elsewhere).